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Big Mechanisms in Systems Biology - Big Data Mining, Network Modeling, and Genome-Wide Data Identification (Paperback)
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Big Mechanisms in Systems Biology - Big Data Mining, Network Modeling, and Genome-Wide Data Identification (Paperback)
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Big Mechanisms in Systems Biology: Big Data Mining, Network
Modeling, and Genome-Wide Data Identification explains big
mechanisms of systems biology by system identification and big data
mining methods using models of biological systems. Systems biology
is currently undergoing revolutionary changes in response to the
integration of powerful technologies. Faced with a large volume of
available literature, complicated mechanisms, small prior
knowledge, few classes on the topics, and causal and mechanistic
language, this is an ideal resource. This book addresses system
immunity, regulation, infection, aging, evolution, and
carcinogenesis, which are complicated biological systems with
inconsistent findings in existing resources. These inconsistencies
may reflect the underlying biology time-varying systems and signal
transduction events that are often context-dependent, which raises
a significant problem for mechanistic modeling since it is not
clear which genes/proteins to include in models or experimental
measurements. The book is a valuable resource for bioinformaticians
and members of several areas of the biomedical field who are
interested in an in-depth understanding on how to process and apply
great amounts of biological data to improve research.
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